{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\liangcheng\\AppData\\Local\\Temp\\ipykernel_4940\\1675011736.py:30: FutureWarning: Series.fillna with 'method' is deprecated and will raise in a future version. Use obj.ffill() or obj.bfill() instead.\n",
      "  bond_yield_data[f'{bond_years}年'] = bond_yield_data[f'{bond_years}年'].fillna(method='ffill')\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "30年国债价格涨幅: 10.58%\n",
      "30年国债年化涨幅: 10.71%\n",
      "定投收益涨幅: 6.38%\n",
      "定投年化涨幅: 6.45%\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import akshare as ak\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import datetime\n",
    "\n",
    "# 定投金额（每周定投1000元）\n",
    "investment_per_week = 10000\n",
    "\n",
    "# 均线周期（可调整）\n",
    "ma_period = 30\n",
    "\n",
    "# 国债年限（10年或30年）\n",
    "bond_years = 30  # 可调整为10或30\n",
    "\n",
    "# 获取当前日期往前推一年的日期范围\n",
    "end_date = datetime.datetime.now()\n",
    "start_date_str = '20250101'\n",
    "end_date_str = end_date.strftime('%Y%m%d')\n",
    "\n",
    "# 获取国债收益率数据\n",
    "yield_data_ary = [\n",
    "    ak.bond_china_yield(start_date='20210101', end_date='20211231'),\n",
    "]\n",
    "bond_yield_data = pd.concat(yield_data_ary, ignore_index=True)\n",
    "\n",
    "# 只保留指定年限的国债数据\n",
    "bond_yield_data = bond_yield_data.loc[bond_yield_data['曲线名称'] == '中债国债收益率曲线', ['日期', f'{bond_years}年']]\n",
    "bond_yield_data[\"日期\"] = pd.to_datetime(bond_yield_data[\"日期\"])\n",
    "bond_yield_data[f'{bond_years}年'] = bond_yield_data[f'{bond_years}年'].fillna(method='ffill')\n",
    "\n",
    "# 计算国债净现值（价格）\n",
    "face_value = 100\n",
    "coupon_rate = 0.01  # 每年利息 1%\n",
    "\n",
    "def bond_price(yield_rate, years):\n",
    "    \"\"\"计算净现值\"\"\"\n",
    "    annual_coupon = face_value * coupon_rate\n",
    "    npv = sum([annual_coupon / (1 + yield_rate) ** t for t in range(1, years + 1)]) + face_value / (1 + yield_rate) ** years\n",
    "    return npv\n",
    "\n",
    "bond_yield_data['价格'] = bond_yield_data[f'{bond_years}年'].apply(lambda x: bond_price(x / 100, bond_years))\n",
    "\n",
    "# 计算移动平均线\n",
    "bond_yield_data[f'MA{ma_period}'] = bond_yield_data['价格'].rolling(window=ma_period).mean()\n",
    "\n",
    "# 定投逻辑\n",
    "investment_costs = [0]\n",
    "investment_values = [0]\n",
    "holdings = 0\n",
    "total_invested = 0\n",
    "\n",
    "for i in range(1, len(bond_yield_data)):\n",
    "    current_price = bond_yield_data['价格'].iloc[i]\n",
    "    current_ma = bond_yield_data[f'MA{ma_period}'].iloc[i]\n",
    "    \n",
    "    if current_price < current_ma:\n",
    "        quantity = investment_per_week / current_price\n",
    "        holdings += quantity\n",
    "        total_invested += investment_per_week\n",
    "    \n",
    "    investment_costs.append(total_invested)\n",
    "    current_value = holdings * current_price\n",
    "    investment_values.append(current_value)\n",
    "\n",
    "# 计算涨幅和年化收益\n",
    "initial_price = bond_yield_data['价格'].iloc[0]\n",
    "current_price = bond_yield_data['价格'].iloc[-1]\n",
    "price_growth = (current_price - initial_price) / initial_price * 100\n",
    "\n",
    "total_years = (bond_yield_data['日期'].iloc[-1] - bond_yield_data['日期'].iloc[0]).days / 365.25\n",
    "cagr = (current_price / initial_price) ** (1 / total_years) - 1\n",
    "\n",
    "investment_growth = (current_value - total_invested) / total_invested * 100\n",
    "investment_cagr = (current_value / total_invested) ** (1 / total_years) - 1\n",
    "\n",
    "# 输出结果\n",
    "print(f\"{bond_years}年国债价格涨幅: {price_growth:.2f}%\")\n",
    "print(f\"{bond_years}年国债年化涨幅: {cagr*100:.2f}%\")\n",
    "print(f\"定投收益涨幅: {investment_growth:.2f}%\")\n",
    "print(f\"定投年化涨幅: {investment_cagr*100:.2f}%\")\n",
    "\n",
    "# 绘图\n",
    "fig, ax1 = plt.subplots(figsize=(10, 6))\n",
    "ax1.plot(bond_yield_data['日期'], bond_yield_data['价格'], label=f\"{bond_years}年国债价格\", color='blue')\n",
    "ax1.plot(bond_yield_data['日期'], bond_yield_data[f'MA{ma_period}'], label=f\"MA{ma_period}\", color='orange', linestyle='--', alpha=0.5)\n",
    "\n",
    "ax1.set_xlabel('日期')\n",
    "ax1.set_ylabel('价格（元）')\n",
    "ax1.set_title(f'{bond_years}年国债价格及其MA{ma_period}移动平均线')\n",
    "\n",
    "# 第二个 y 轴：定投市值和成本\n",
    "ax2 = ax1.twinx()\n",
    "ax2.plot(bond_yield_data['日期'], investment_costs, label=f\"定投成本 (MA{ma_period})\", color='red', linestyle='-', alpha=0.7)\n",
    "ax2.plot(bond_yield_data['日期'], investment_values, label=f\"定投成本+收益 (MA{ma_period})\", color='orange', linestyle='-', alpha=1)\n",
    "\n",
    "ax2.set_ylabel('金额（元）')\n",
    "\n",
    "# 图例与布局\n",
    "ax1.legend(loc='upper left')\n",
    "ax2.legend(loc='upper center')\n",
    "plt.xticks(rotation=-90)\n",
    "plt.tight_layout()\n",
    "plt.show()\n"
   ]
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